Resources
Evidence-led research on how ChatGPT, Gemini, and Claude recommend businesses — and what businesses can investigate when they don't appear.
Foundations for understanding GEO and AI recommendations.
Definition and why local businesses should care.
Search rankings vs generated recommendations.
What happens when someone asks AI for a business.
Controlled measurement and provider differences.
What a structured diagnostic measures.
Why ChatGPT, Gemini, and Claude can disagree.
What our observation history shows — carefully framed.
Sector pages publish after evidence review (Phase 2).
Law firms and AI recommendation visibility (coming next).
Insurance agencies and AI recommendations (coming next).
Financial advisors and AI recommendations (coming next).
Dental and medical practices (coming next).
Next step
Request a sample finding for your market, then decide whether the $250 Diagnostic + Action Brief is useful. No black-box score. No implementation included in the diagnostic.